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    發(fā)布日期: 2021-05-13
  • 語言: 其他
  • 標(biāo)簽: lstm??crf??

資源簡介

LSTM+CRF模型項(xiàng)包含完整代碼LSTM+CRF模型項(xiàng)包含完整代碼

資源截圖

代碼片段和文件信息

from?model.config?import?Config
from?model.data_utils?import?CoNLLDataset?get_vocabs?UNK?NUM?\
????get_glove_vocab?write_vocab?load_vocab?get_char_vocab?\
????export_trimmed_glove_vectors?get_processing_word


def?main():
????“““Procedure?to?build?data

????You?MUST?RUN?this?procedure.?It?iterates?over?the?whole?dataset?(train
????dev?and?test)?and?extract?the?vocabularies?in?terms?of?words?tags?and
????characters.?Having?built?the?vocabularies?it?writes?them?in?a?file.?The
????writing?of?vocabulary?in?a?file?assigns?an?id?(the?line?#)?to?each?word.
????It?then?extract?the?relevant?GloVe?vectors?and?stores?them?in?a?np?array
????such?that?the?i-th?entry?corresponds?to?the?i-th?word?in?the?vocabulary.


????Args:
????????config:?(instance?of?Config)?has?attributes?like?hyper-params...

????“““
????#?get?config?and?processing?of?words
????config?=?Config(load=False)
????processing_word?=?get_processing_word(lowercase=True)

????#?Generators
????dev???=?CoNLLDataset(config.filename_dev?processing_word)
????test??=?CoNLLDataset(config.filename_test?processing_word)
????train?=?CoNLLDataset(config.filename_train?processing_word)

????#?Build?Word?and?Tag?vocab
????vocab_words?vocab_tags?=?get_vocabs([train?dev?test])
????vocab_glove?=?get_glove_vocab(config.filename_glove)

????vocab?=?vocab_words?&?vocab_glove
????vocab.add(UNK)
????vocab.add(NUM)

????#?Save?vocab
????write_vocab(vocab?config.filename_words)
????write_vocab(vocab_tags?config.filename_tags)

????#?Trim?GloVe?Vectors
????vocab?=?load_vocab(config.filename_words)
????export_trimmed_glove_vectors(vocab?config.filename_glove
????????????????????????????????config.filename_trimmed?config.dim_word)

????#?Build?and?save?char?vocab
????train?=?CoNLLDataset(config.filename_train)
????vocab_chars?=?get_char_vocab(train)
????write_vocab(vocab_chars?config.filename_chars)


if?__name__?==?“__main__“:
????main()

?屬性????????????大小?????日期????時(shí)間???名稱
-----------?---------??----------?-----??----
?????目錄???????????0??2018-12-20?03:16??LSTM+CRF_seq_tagging-master\
?????文件??????????51??2017-11-09?03:14??LSTM+CRF_seq_tagging-master\.gitignore
?????文件???????10762??2017-11-09?03:14??LSTM+CRF_seq_tagging-master\LICENSE.txt
?????文件????????2654??2017-11-09?03:14??LSTM+CRF_seq_tagging-master\README.md
?????文件????????1920??2017-11-09?03:14??LSTM+CRF_seq_tagging-master\build_data.py
?????目錄???????????0??2018-12-20?03:16??LSTM+CRF_seq_tagging-master\data\
?????文件?????????819??2017-11-09?03:14??LSTM+CRF_seq_tagging-master\data\test.txt
?????文件????????2141??2017-11-09?03:14??LSTM+CRF_seq_tagging-master\evaluate.py
?????文件?????????202??2017-11-09?03:14??LSTM+CRF_seq_tagging-master\makefile
?????目錄???????????0??2018-12-20?03:16??LSTM+CRF_seq_tagging-master\model\
?????文件???????????0??2017-11-09?03:14??LSTM+CRF_seq_tagging-master\model\__init__.py
?????文件????????4828??2017-11-09?03:14??LSTM+CRF_seq_tagging-master\model\base_model.py
?????文件????????3321??2017-11-09?03:14??LSTM+CRF_seq_tagging-master\model\config.py
?????文件???????11676??2017-11-09?03:14??LSTM+CRF_seq_tagging-master\model\data_utils.py
?????文件????????4682??2017-11-09?03:14??LSTM+CRF_seq_tagging-master\model\general_utils.py
?????文件???????13429??2017-11-09?03:14??LSTM+CRF_seq_tagging-master\model\ner_model.py
?????文件??????????30??2017-11-09?03:14??LSTM+CRF_seq_tagging-master\requirements.txt
?????文件?????????753??2017-11-09?03:14??LSTM+CRF_seq_tagging-master\train.py

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